I am not quite sure the whether following statement is correct:
If $A\in \sigma(A_1,\cdots, A_n)$ and $A$ is independent of $A_1$, then $A\in \sigma(A_2,\cdots, A_n)$. I can see that the sets in $\sigma(A_1,\cdots, A_n)$ which are independent of $A$ form a $\sigma$ algebra. But I just cannot prove it is indeed $\sigma(A_2,\cdots, A_n)$.
It looks quite reasonable, since intuitively $A$ is in $\sigma(A_2,\cdots, A_n)$ means $A$ can only be affected by $A_2,\cdots, A_n$. So I guess this should be true.